Problem
Single-shot generation loses continuity, setting rules, and character state over long serialized writing projects.
Tool Case Study
Novel Cognitive Engine
A continuity-aware writing engine for long-form fiction planning, retrieval, workspace memory, and chapter generation.
Experimental writing engineAI writing systemPublic repository
Solution
Designed a file-based workspace with blueprint, entity, memory, and retrieval layers exposed through a FastAPI backend and a Next.js hub.
Result
Published a public repository with multilingual UI support, architecture docs, and reproducible verification notes.
How it works
01
A file-based workspace stores blueprint, entity, memory, and retrieval context.
02
The backend exposes continuity-aware generation surfaces through a FastAPI layer.
03
The frontend presents the writing workspace without bundling large model artifacts.
Build proof
Public repository includes architecture documentation.
Backend test evidence and frontend build evidence are recorded in the portfolio package.
Multilingual UI support and workspace memory boundaries are documented.
Current status
Public repository. This page presents a lightweight case study and links outward for repositories, releases, demos, or heavy artifacts instead of bundling them into the website runtime.
Terminology
retrieval layerworkspace memoryentity statechapter generationFastAPI backendNext.js hub
Stack
PythonFastAPINext.jsTypeScriptpytestPlaywright